In Class Random Forgetting on CIFAR-10
99.74Retention Rate (RA)SalUn
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SalUnBackbone=ResNet-182026.04 | 99.74 | 4.11 | 0.27 | 1 | 0.16 | 0.07 | 0.54 | |
| FisherBackbone=ResNet-182026.04 | 99.45 | 3.6 | 0.06 | 2 | 1.78 | 0.07 | 0.52 | |
| Retrained (Baseline)Backbone=ResNet-182026.04 | 98.99 | 92.81 | 0.24 | 50 | — | — | — | |
| FTBackbone=ResNet-182026.04 | 98.38 | 3.19 | 0.15 | 2 | 0.27 | 0.05 | 0.46 | |
| SCRUBBackbone=ResNet-182026.04 | 98.33 | 6.7 | 0.22 | 5 | 0.02 | 0.07 | 0.63 | |
| GABackbone=ResNet-182026.04 | 98.3 | 5.43 | 0.21 | 4 | 0 | 0.07 | 0.63 | |
| EU-kBackbone=ResNet-182026.04 | 98.28 | 5.25 | 0.22 | 5 | 0.23 | 0.07 | 0.52 | |
| CF-kBackbone=ResNet-182026.04 | 98.27 | 5.23 | 0.21 | 5 | 0.23 | 0.07 | 0.54 | |
| RELOADBackbone=ResNet-182026.04 | 97 | 3.46 | 0.08 | 1 | 0.31 | 0.11 | 0.52 | |
| SSDBackbone=ResNet-182026.04 | 10.04 | 83.15 | 2.07 | 0 | 0.01 | 9.39 | 8.8 |